In [10]:
RANDOM_IMAGES(5)
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import tensorflow as tf
from tensorflow import keras
from IPython.display import SVG
from keras.utils import plot_model
from sklearn.metrics import confusion_matrix
from sklearn.model_selection import train_test_split
from keras.utils import to_categorical
from keras.preprocessing.image import ImageDataGenerator
from keras.optimizers import Adam,SGD
from keras.callbacks import ModelCheckpoint, EarlyStopping
from keras.layers import Input, Add, Activation, GlobalMaxPooling2D
from keras.models import Sequential, Model
from keras.models import Sequential
from keras.layers import Dense
from keras.layers import Dropout
from keras.layers import Flatten
from keras.layers.convolutional import Conv2D
from keras.layers.convolutional import MaxPooling2D
from keras.layers import BatchNormalization
from keras.initializers import *
from zipfile import ZipFile
file_name = "plant-seedlings-classification.zip"
with ZipFile(file_name, 'r') as zip:
zip.printdir()
print('Extracting all the files now...')
zip.extractall()
print('Done!')
File Name Modified Size plant-seedlings-classification/ 2021-10-08 11:16:30 0 plant-seedlings-classification/.DS_Store 2021-10-08 11:16:36 6148 __MACOSX/plant-seedlings-classification/._.DS_Store 2021-10-08 11:16:36 120 plant-seedlings-classification/train/ 2021-10-05 16:09:24 0 plant-seedlings-classification/train/Cleavers/ 2021-10-05 16:09:26 0 plant-seedlings-classification/train/.DS_Store 2021-10-06 16:30:12 10244 __MACOSX/plant-seedlings-classification/train/._.DS_Store 2021-10-06 16:30:12 120 plant-seedlings-classification/train/Sugar beet/ 2021-10-05 15:12:52 0 plant-seedlings-classification/train/Common Chickweed/ 2021-10-05 15:12:46 0 plant-seedlings-classification/train/Loose Silky-bent/ 2021-10-05 15:12:48 0 plant-seedlings-classification/train/Scentless Mayweed/ 2021-10-05 15:12:50 0 plant-seedlings-classification/train/Shepherds Purse/ 2021-10-05 15:12:50 0 plant-seedlings-classification/train/Fat Hen/ 2021-10-05 15:12:46 0 plant-seedlings-classification/train/Common wheat/ 2021-10-05 15:12:46 0 plant-seedlings-classification/train/Black-grass/ 2021-10-05 15:12:44 0 plant-seedlings-classification/train/Small-flowered Cranesbill/ 2021-10-05 15:12:50 0 plant-seedlings-classification/train/Charlock/ 2021-10-05 15:12:44 0 plant-seedlings-classification/train/Maize/ 2021-10-05 15:12:50 0 plant-seedlings-classification/train/Cleavers/6a4ef17c2.png 2021-10-05 15:49:10 452895 __MACOSX/plant-seedlings-classification/train/Cleavers/._6a4ef17c2.png 2021-10-05 15:49:10 233 plant-seedlings-classification/train/Cleavers/0515bc601.png 2021-10-05 15:49:10 185994 plant-seedlings-classification/train/Cleavers/0ac327873.png 2021-10-05 15:49:10 211933 plant-seedlings-classification/train/Cleavers/94f82e916.png 2021-10-05 15:49:10 50434 plant-seedlings-classification/train/Cleavers/2c5c4d127.png 2021-10-05 15:49:10 70218 plant-seedlings-classification/train/Cleavers/44ef950c3.png 2021-10-05 15:49:10 69149 plant-seedlings-classification/train/Cleavers/952540220.png 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2021-10-05 15:49:14 7436 plant-seedlings-classification/train/Maize/cdcb0f735.png 2021-10-05 15:49:14 245851 plant-seedlings-classification/train/Maize/eefba9376.png 2021-10-05 15:49:14 209642 plant-seedlings-classification/train/Maize/d8ae9a82b.png 2021-10-05 15:49:14 12831 plant-seedlings-classification/train/Maize/7f23a2f31.png 2021-10-05 15:49:14 1134294 plant-seedlings-classification/train/Maize/5112e0b90.png 2021-10-05 15:49:14 2268321 plant-seedlings-classification/train/Maize/2bc5905e2.png 2021-10-05 15:49:14 12008 plant-seedlings-classification/train/Maize/0086c28b2.png 2021-10-05 15:49:14 45328 plant-seedlings-classification/train/Maize/1898398b8.png 2021-10-05 15:49:14 7555 plant-seedlings-classification/train/Maize/269a34bb9.png 2021-10-05 15:49:14 9728 plant-seedlings-classification/train/Maize/9fc63a912.png 2021-10-05 15:49:14 10494 plant-seedlings-classification/train/Maize/97da6a579.png 2021-10-05 15:49:14 1200857 plant-seedlings-classification/train/Maize/3b6bc2e4c.png 2021-10-05 15:49:14 1765665 plant-seedlings-classification/train/Maize/c08835318.png 2021-10-05 15:49:14 489885 plant-seedlings-classification/train/Maize/fd1ef540c.png 2021-10-05 15:49:14 34789 plant-seedlings-classification/train/Maize/e17f5daf0.png 2021-10-05 15:49:14 993639 plant-seedlings-classification/train/Maize/8bfe6860d.png 2021-10-05 15:49:14 32665 plant-seedlings-classification/train/Maize/b8b2658d9.png 2021-10-05 15:49:14 261337 plant-seedlings-classification/train/Maize/edd80f8a8.png 2021-10-05 15:49:14 349619 plant-seedlings-classification/train/Maize/8c71f9b84.png 2021-10-05 15:49:14 2062390 plant-seedlings-classification/train/Maize/fb6328acb.png 2021-10-05 15:49:14 11688 plant-seedlings-classification/train/Maize/87a3254c9.png 2021-10-05 15:49:14 50769 Extracting all the files now... Done!
Hint: Create a DataFrame with 3 columns: Name of image, Species/class/type of image & actual image..
from glob import glob
import cv2
from sklearn.datasets import load_files
PATH = 'plant-seedlings-classification/train/*/*.png'
ALL_IMAGES = glob(PATH)
IMG_FOR_TRAIN = []
LABELS = []
NAMES = []
for i in ALL_IMAGES:
IMG_FOR_TRAIN.append(cv2.resize(cv2.imread(i),(256,256)))
LABELS.append(i.split('\\')[-2])
NAMES.append(i.split('\\')[-1])
IMAGE_DATA = np.asarray(IMG_FOR_TRAIN)
IMAGE_LABELS = pd.DataFrame(LABELS)
IMAGE_NAMES = pd.DataFrame(NAMES)
IMAGE_LABELS.rename(columns={0:'SPECIES'},inplace=True)
IMAGE_NAMES.rename(columns={0:'NAME OF IMAGE'},inplace=True)
#IMAGE_DATA = np.asarray(IMG_FOR_TRAIN).astype('float32')/255
IMAGE_DF = IMAGE_LABELS.join(IMAGE_NAMES)
ALL_IMAGES_DF = pd.DataFrame(data = ALL_IMAGES, columns = ["IMAGES"])
IMAGE_DF = IMAGE_DF.join(ALL_IMAGES_DF)
print(IMAGE_DF.head())
SPECIES NAME OF IMAGE \
0 Black-grass 0050f38b3.png
1 Black-grass 0183fdf68.png
2 Black-grass 0260cffa8.png
3 Black-grass 05eedce4d.png
4 Black-grass 075d004bc.png
IMAGES
0 plant-seedlings-classification/train\Black-gra...
1 plant-seedlings-classification/train\Black-gra...
2 plant-seedlings-classification/train\Black-gra...
3 plant-seedlings-classification/train\Black-gra...
4 plant-seedlings-classification/train\Black-gra...
Hint: If input for function is 5, it should print 5 random images along with its labels.
import random
def RANDOM_IMAGES(NUMBER):
RAN_NUM = []
IMG_ARRAY = []
LABEL = []
for i in range(NUMBER):
RAN_NUM.append(random.randint(1, 4749))
for j in RAN_NUM:
IMG = IMAGE_DF['IMAGES'][j]
LABEL.append(IMAGE_DF['SPECIES'][j])
IMG_ARRAY.append(cv2.resize(cv2.imread(IMG),(256,256)))
for k in range(len(RAN_NUM)):
plt.figure(figsize = (7,5))
plt.title(LABEL[k])
plt.imshow(IMG_ARRAY[k])
plt.show()
return;
RANDOM_IMAGES(5)
X = []
Y = []
for i in IMAGE_DF['IMAGES']:
X.append(cv2.resize(cv2.imread(i),(256,256)))
Y.append((i.split('\\')[-2]))
X = np.asarray(X)
Y= pd.DataFrame(Y)
Y.rename(columns={0:'SPECIES'},inplace=True)
print(X[1])
print('\n\n',Y['SPECIES'].unique())
[[[ 38 44 55] [ 40 46 56] [ 43 49 60] ... [100 120 130] [100 118 131] [ 92 110 127]] [[ 43 49 56] [ 43 49 56] [ 45 50 59] ... [103 122 130] [ 96 116 127] [ 82 101 118]] [[ 40 47 54] [ 43 49 56] [ 49 55 62] ... [ 91 111 122] [ 82 102 115] [ 74 94 111]] ... [[ 34 49 85] [ 35 51 84] [ 31 50 80] ... [ 67 83 98] [ 63 79 94] [ 65 80 95]] [[ 29 50 84] [ 34 54 85] [ 31 52 81] ... [ 64 81 98] [ 61 77 95] [ 59 75 94]] [[ 29 52 85] [ 33 55 85] [ 36 56 85] ... [ 58 77 96] [ 57 75 95] [ 54 71 92]]] ['Black-grass' 'Charlock' 'Cleavers' 'Common Chickweed' 'Common wheat' 'Fat Hen' 'Loose Silky-bent' 'Maize' 'Scentless Mayweed' 'Shepherds Purse' 'Small-flowered Cranesbill' 'Sugar beet']
from sklearn.preprocessing import LabelEncoder
from keras.utils import np_utils
LAB_ENC = LabelEncoder()
LAB_ENC.fit(Y['SPECIES'])
Y_LAB_ENC = LAB_ENC.transform(Y['SPECIES'])
Y_ENC = np_utils.to_categorical(Y_LAB_ENC)
Y_ENC[1]
array([1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)
CLEAR_X_IMG = []
for img in X:
X_BLURRED = cv2.GaussianBlur(img, (5,5),0)
X_HSV = cv2.cvtColor(X_BLURRED, cv2.COLOR_BGR2HSV)
lower_green = (25, 40, 50)
upper_green = (75, 255, 255)
MASK = cv2.inRange(X_HSV, lower_green, upper_green)
KERNEL = cv2.getStructuringElement(cv2.MORPH_ELLIPSE,(11,11))
MASK = cv2.morphologyEx(MASK,cv2.MORPH_CLOSE,KERNEL)
CLEAR_X = np.zeros_like(img, np.uint8)
CLEAR_X[MASK > 0] = img[MASK > 0]
CLEAR_X_IMG.append(CLEAR_X)
plt.imshow(CLEAR_X_IMG[1])
<matplotlib.image.AxesImage at 0x1f3bb448610>
CLEAR_X_IMG = np.asarray(CLEAR_X_IMG)
CLEAR_X_IMG.shape
(4750, 256, 256, 3)
* IN Q2.A, WHILE CREATING X AND Y, WE HAVE ALREADY RESHAPED IMAGES TO SIZE 256*256*3CLEAR_X_IMG = CLEAR_X_IMG.astype('float32') / 255
plt.imshow(CLEAR_X_IMG[1])
<matplotlib.image.AxesImage at 0x1f3b6496520>
* WE HAVE NORMALIZED ALL THE IMAGES BY CONVERTING THEM INTO FLOAT TYPE AND DIVIDED BY 255.SEED = 38
random.seed(SEED)
X_TRAIN, X_TEST, Y_TRAIN, Y_TEST = train_test_split(CLEAR_X_IMG, Y_ENC, test_size = 0.2, random_state = SEED, stratify = Y_ENC)
print('COUNT AFTER SPLITTING THE DATA INTO TRAIN AND TEST:\n',
'\nTRAINING SET COUNT:',len(Y_TRAIN),
'\n\nTESTING SET COUNT:',len(Y_TEST))
COUNT AFTER SPLITTING THE DATA INTO TRAIN AND TEST: TRAINING SET COUNT: 3800 TESTING SET COUNT: 950
DATA_GENERATOR = ImageDataGenerator(rotation_range=180, zoom_range = 0.1, width_shift_range=0.1,
height_shift_range=0.1, horizontal_flip=True, vertical_flip=True)
DATA_GENERATOR.fit(X_TRAIN)
TRAIN_X_FLOW = DATA_GENERATOR.flow(X_TRAIN, Y_TRAIN, batch_size=8)
from keras.layers import MaxPool2D
from keras.optimizers import RMSprop
CV_MODEL = Sequential()
CV_MODEL.add(Conv2D(filters = 32, kernel_size = (5,5),padding = 'Same',
activation ='relu', batch_input_shape = (None,256, 256, 3)))
CV_MODEL.add(Conv2D(filters = 32, kernel_size = (5,5),padding = 'Same',
activation ='relu'))
CV_MODEL.add(MaxPool2D(pool_size=(2,2)))
CV_MODEL.add(Dropout(0.2))
CV_MODEL.add(Conv2D(filters = 64, kernel_size = (3,3),padding = 'Same',
activation ='relu'))
CV_MODEL.add(Conv2D(filters = 64, kernel_size = (3,3),padding = 'same',
activation ='relu'))
CV_MODEL.add(MaxPool2D(pool_size=(2,2), strides=(2,2)))
CV_MODEL.add(Dropout(0.3))
CV_MODEL.add(Conv2D(filters = 128, kernel_size = (3,3),padding = 'Same',
activation ='relu'))
CV_MODEL.add(Conv2D(filters = 128, kernel_size = (3,3),padding = 'Same',
activation ='relu'))
CV_MODEL.add(MaxPool2D(pool_size=(2,2), strides=(2,2)))
CV_MODEL.add(Dropout(0.4))
CV_MODEL.add(GlobalMaxPooling2D())
CV_MODEL.add(Dense(256, activation = "relu"))
CV_MODEL.add(Dropout(0.5))
CV_MODEL.add(Dense(12, activation = "softmax"))
OPT = RMSprop(learning_rate=0.001, rho=0.9, epsilon=1e-08, decay=0.0)
CV_MODEL.compile(optimizer = OPT, loss = 'categorical_crossentropy', metrics = ['accuracy'])
CV_MODEL.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d (Conv2D) (None, 256, 256, 32) 2432
conv2d_1 (Conv2D) (None, 256, 256, 32) 25632
max_pooling2d (MaxPooling2D (None, 128, 128, 32) 0
)
dropout (Dropout) (None, 128, 128, 32) 0
conv2d_2 (Conv2D) (None, 128, 128, 64) 18496
conv2d_3 (Conv2D) (None, 128, 128, 64) 36928
max_pooling2d_1 (MaxPooling (None, 64, 64, 64) 0
2D)
dropout_1 (Dropout) (None, 64, 64, 64) 0
conv2d_4 (Conv2D) (None, 64, 64, 128) 73856
conv2d_5 (Conv2D) (None, 64, 64, 128) 147584
max_pooling2d_2 (MaxPooling (None, 32, 32, 128) 0
2D)
dropout_2 (Dropout) (None, 32, 32, 128) 0
global_max_pooling2d (Globa (None, 128) 0
lMaxPooling2D)
dense (Dense) (None, 256) 33024
dropout_3 (Dropout) (None, 256) 0
dense_1 (Dense) (None, 12) 3084
=================================================================
Total params: 341,036
Trainable params: 341,036
Non-trainable params: 0
_________________________________________________________________
CV_HISTORY = CV_MODEL.fit(TRAIN_X_FLOW, epochs = 10, validation_data=(X_TEST, Y_TEST),verbose = 1)
Epoch 1/10 475/475 [==============================] - 4993s 10s/step - loss: 2.4233 - accuracy: 0.1461 - val_loss: 2.2728 - val_accuracy: 0.2537 Epoch 2/10 475/475 [==============================] - 4871s 10s/step - loss: 2.0899 - accuracy: 0.2808 - val_loss: 1.9280 - val_accuracy: 0.3800 Epoch 3/10 475/475 [==============================] - 4200s 9s/step - loss: 1.7839 - accuracy: 0.3905 - val_loss: 1.7667 - val_accuracy: 0.3274 Epoch 4/10 475/475 [==============================] - 5375s 11s/step - loss: 1.5146 - accuracy: 0.4839 - val_loss: 1.4980 - val_accuracy: 0.4516 Epoch 5/10 475/475 [==============================] - 4760s 10s/step - loss: 1.3203 - accuracy: 0.5576 - val_loss: 1.2037 - val_accuracy: 0.6000 Epoch 6/10 475/475 [==============================] - 3656s 8s/step - loss: 1.2188 - accuracy: 0.5997 - val_loss: 1.1219 - val_accuracy: 0.6347 Epoch 7/10 475/475 [==============================] - 3731s 8s/step - loss: 1.1426 - accuracy: 0.6253 - val_loss: 1.0745 - val_accuracy: 0.6895 Epoch 8/10 475/475 [==============================] - 3850s 8s/step - loss: 1.0809 - accuracy: 0.6468 - val_loss: 1.0058 - val_accuracy: 0.6695 Epoch 9/10 475/475 [==============================] - 5474s 12s/step - loss: 1.0257 - accuracy: 0.6647 - val_loss: 0.9278 - val_accuracy: 0.7189 Epoch 10/10 475/475 [==============================] - 3821s 8s/step - loss: 0.9940 - accuracy: 0.6653 - val_loss: 0.8942 - val_accuracy: 0.7316
TRAIN_LOSS, TRAIN_ACCURACY = CV_MODEL.evaluate(X_TRAIN, Y_TRAIN, verbose=1)
TEST_LOSS, TEST_ACCURACY = CV_MODEL.evaluate(X_TEST, Y_TEST, verbose=1)
print('TRAIN LOSS:', TRAIN_LOSS)
print('TRAIN ACCURACY:', TRAIN_ACCURACY)
print('TEST LOSS:', TEST_LOSS)
print('TEST ACCURACY:', TEST_ACCURACY)
119/119 [==============================] - 744s 6s/step - loss: 0.8964 - accuracy: 0.7250 30/30 [==============================] - 181s 6s/step - loss: 0.8942 - accuracy: 0.7316 TRAIN LOSS: 0.8963568210601807 TRAIN ACCURACY: 0.7250000238418579 TEST LOSS: 0.8942018151283264 TEST ACCURACY: 0.7315789461135864
ACCURACY = CV_HISTORY.history['accuracy']
VAL_ACCURACY = CV_HISTORY.history['val_accuracy']
LOSS = CV_HISTORY.history['loss']
VAL_LOSS = CV_HISTORY.history['val_loss']
EPOCHS_RANGE = np.arange(1,11,1)
plt.figure(figsize=(15, 15))
plt.subplot(2, 2, 1)
plt.plot(EPOCHS_RANGE, ACCURACY, label='TRAINING ACCURACY')
plt.plot(EPOCHS_RANGE, VAL_ACCURACY, label='VALIDATION ACCURACY')
plt.legend(loc='lower right')
plt.title('TRAINING AND VALIDATION ACCURACY')
plt.subplot(2, 2, 2)
plt.plot(EPOCHS_RANGE, LOSS, label='TRAINING LOSS')
plt.plot(EPOCHS_RANGE, VAL_LOSS, label='VALIDATION LOSS')
plt.legend(loc='upper right')
plt.title('TRAINING AND VALIDATION LOSS')
plt.show()
def PRED_IMAGES(NUMBER):
RAN_NUM = []
IMG_ARRAY = []
LABEL = []
for i in range(NUMBER):
RAN_NUM.append(random.randint(1, 4749))
for j in RAN_NUM:
IMG = IMAGE_DF['IMAGES'][j]
LABEL.append(IMAGE_DF['SPECIES'][j])
IMG_ARRAY.append(cv2.resize(cv2.imread(IMG),(256,256)))
return IMG_ARRAY, LABEL;
PRED_IMG, LABEL = PRED_IMAGES(1)
PRED_IMG = np.asarray(PRED_IMG)
PRED_IMG = PRED_IMG.astype('float')/255
PRED = CV_MODEL.predict(PRED_IMG)
PRED_CLASS = np.argmax(PRED, axis=1)
1/1 [==============================] - 0s 240ms/step
CLASS_NAMES = LAB_ENC.classes_
PRED_LABELS = LAB_ENC.classes_[PRED_CLASS]
print('IMAGE LABELS:\n',LABEL)
print('\n\nPREDICTED LABELS:\n',PRED_LABELS)
IMAGE LABELS: ['Fat Hen'] PREDICTED LABELS: ['Fat Hen']
* WE HAVE TAKEN A RANDOM IMAGE FOR PREDICTION AND THE MODEL HAS PREDICTED IT CORRECTLY.import tflearn
import tflearn.datasets.oxflower17 as oxflower17
WARNING:tensorflow:From C:\Users\thril\AppData\Roaming\Python\Python39\site-packages\tensorflow\python\compat\v2_compat.py:107: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version. Instructions for updating: non-resource variables are not supported in the long term
X, Y = oxflower17.load_data(one_hot=True)
print('NUMBER OF IMAGES: ',len(X))
print('\nSHAPE OF IMAGES: ',X.shape)
NUMBER OF IMAGES: 1360 SHAPE OF IMAGES: (1360, 224, 224, 3)
def binatointeger(binary):
index = 0
for i in range(0,len(binary)):
if binary[i] == 1:
index = i+1
return index
YY = []
for i in range(0,len(Y),1):
NUM = binatointeger(Y[i])
YY.append(NUM)
Y_ = pd.DataFrame(data = YY, columns = ["LABELS"])
Y_ = Y_.sort_values(by=['LABELS'])
Y_ = Y_.reset_index(drop=True)
print('COUNT OF EACH CLASS FROM Y:\n')
print(Y_['LABELS'].value_counts())
COUNT OF EACH CLASS FROM Y: 1 80 10 80 16 80 15 80 14 80 13 80 12 80 11 80 9 80 2 80 8 80 7 80 6 80 5 80 4 80 3 80 17 80 Name: LABELS, dtype: int64
WE HAVE TOTAL 17 CLASSES IN THE TARGET VARIABLE Y
EACH CLASS LABEL CONTAINS A COUNT OF 80 INDICATES THERE ARE 80 IMAGES OF EACH CLASS.
import random
def DISPLAY_RANDOM_IMAGES(NUMBER):
RAN_NUM = []
for i in range(NUMBER):
RAN_NUM.append(random.randint(0, 1359))
for j in RAN_NUM:
plt.figure(figsize = (7,5))
plt.imshow(X[j])
plt.show()
return;
DISPLAY_RANDOM_IMAGES(5)
X_VAR IS A VARIABLE WHERE WE WILL ASSIGN A RANDOM IMAGE FROM X
def GET_RANDOM_IMAGES(NUMBER,X):
RAN_NUM = []
X_VAR = []
for i in range(NUMBER):
RAN_NUM.append(random.randint(0, 1359))
for j in RAN_NUM:
X_VAR.append(X[j])
return X_VAR;
X_VAR = []
X_VAR = GET_RANDOM_IMAGES(1,X)
for i in range(0,len(X_VAR)):
plt.imshow(X_VAR[i])
import cv2
#GREY_IMG = []
GRAY_IMG = cv2.cvtColor(X_VAR[0], cv2.COLOR_BGR2GRAY)
cv2.imshow('GRAY_SCALE', GRAY_IMG)
plt.imshow(GRAY_IMG, cmap='gray')
<matplotlib.image.AxesImage at 0x219ee16aa90>
for i in range(0,len(X_VAR)):
print('IMAGE BEFORE SHARPENING:\n')
plt.imshow(X_VAR[i])
IMAGE BEFORE SHARPENING:
KERNEL = np.array([[0, -1, 0],
[-1, 5,-1],
[0, -1, 0]])
for i in range(0,len(X_VAR)):
SHARP_IMG = cv2.filter2D(src=X_VAR[i], ddepth=-1, kernel=KERNEL)
print('IMAGE AFTER SHARPENING:\n')
plt.imshow(SHARP_IMG)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
IMAGE AFTER SHARPENING:
for i in range(0,len(X_VAR)):
print('IMAGE BEFORE BLURRING:\n')
plt.imshow(X_VAR[i])
IMAGE BEFORE BLURRING:
for i in range(0,len(X_VAR)):
print('IMAGE AFTER GAUSSIAN BLURRING:\n')
GAUS_BLUR = cv2.GaussianBlur(X_VAR[i], (7, 7), 0)
plt.imshow(GAUS_BLUR)
IMAGE AFTER GAUSSIAN BLURRING:
for i in range(0,len(X_VAR)):
print('IMAGE AFTER MEDIAN BLURRING:\n')
MED_BLUR = cv2.medianBlur(X_VAR[i], 5)
plt.imshow(MED_BLUR)
IMAGE AFTER MEDIAN BLURRING:
for i in range(0,len(X_VAR)):
print('IMAGE AFTER BILATERAL BLURRING:\n')
BIL_BLUR = cv2.bilateralFilter(X_VAR[i], 8, 80, 80)
plt.imshow(BIL_BLUR)
IMAGE AFTER BILATERAL BLURRING:
fig, axs = plt.subplots(1, 4, figsize=(15, 15))
axs[0].set_title('ORIGINAL IMAGE')
axs[1].set_title('GRAY SCALE IMAGE')
axs[2].set_title('SHARPENED IMAGE')
axs[3].set_title('BLURRED IMAGE')
axs[0].imshow(X_VAR[0])
axs[1].imshow(GRAY_IMG, cmap='gray')
axs[2].imshow(SHARP_IMG)
axs[3].imshow(GAUS_BLUR)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x219eef57790>
SEED = 38
random.seed(SEED)
X = X.astype('float32') / 255
X_TRAIN, X_TEST, Y_TRAIN, Y_TEST = train_test_split(X, Y, test_size = 0.2, random_state = SEED, stratify = Y)
# CONVERT THE 4-D ARRAY INTO 2-D ARRAY FOR TRAINING DATA
N_SAMPLES, N_X, N_Y, N_RGB = X_TRAIN.shape
X_TRAIN_2D = X_TRAIN.reshape(N_SAMPLES,N_X*N_Y*N_RGB)
Y_TRAIN_2D = []
for i in range(0,len(Y_TRAIN),1):
NUM = binatointeger(Y_TRAIN[i])
Y_TRAIN_2D.append(NUM)
# CONVERT THE 4-D ARRAY INTO 2-D ARRAY FOR TESTING DATA
N_SAMPLES, N_X, N_Y, N_RGB = X_TEST.shape
X_TEST_2D = X_TEST.reshape(N_SAMPLES,N_X*N_Y*N_RGB)
Y_TEST_2D = []
for i in range(0,len(Y_TEST),1):
NUM = binatointeger(Y_TEST[i])
Y_TEST_2D.append(NUM)
from sklearn.ensemble import RandomForestClassifier
SL_MODEL = RandomForestClassifier()
SL_MODEL.fit(X_TRAIN_2D, Y_TRAIN_2D)
RandomForestClassifier()
Y_PRED = SL_MODEL.predict(X_TEST_2D)
print(Y_PRED)
[ 2 12 17 13 9 1 3 12 4 3 5 16 9 14 12 10 16 1 5 3 8 4 1 6 15 13 14 11 3 1 16 10 2 6 3 10 12 10 5 17 5 2 14 2 6 13 6 13 16 12 13 9 15 13 2 2 14 9 11 5 10 17 11 17 3 11 5 6 16 4 17 12 11 12 4 2 1 10 16 6 11 9 7 8 6 9 1 7 1 5 9 1 7 7 9 5 16 7 12 15 8 8 15 4 17 9 16 7 12 15 5 15 9 7 8 13 16 13 6 5 3 16 9 5 11 15 15 2 17 10 4 6 10 11 3 5 5 8 2 2 5 8 8 14 3 11 11 12 17 16 13 1 17 3 10 6 8 16 15 4 9 8 4 17 8 3 3 15 6 11 11 11 5 11 17 13 3 3 10 7 16 8 1 4 6 11 6 6 5 6 14 10 4 13 9 15 7 17 7 5 13 9 17 13 13 10 3 16 6 1 2 15 11 10 6 9 1 11 2 7 4 11 9 13 9 17 5 11 16 17 17 13 6 12 10 6 17 10 15 4 16 16 6 6 13 16 7 16 8 2 11 1 9 13 17 8 5 7 8 14 2 8 9 13 13 2 10 15 5 15 1 15]
from sklearn.metrics import accuracy_score
from sklearn.metrics import classification_report
ACCURACY = accuracy_score(Y_PRED, Y_TEST_2D)
print('ACCURACY SCORE USING RANDOM FOREST CLASSIFIER: ',ACCURACY)
print('\n\n',classification_report(Y_PRED, Y_TEST_2D))
ACCURACY SCORE USING RANDOM FOREST CLASSIFIER: 0.5220588235294118
precision recall f1-score support
1 0.38 0.43 0.40 14
2 0.44 0.47 0.45 15
3 0.81 0.87 0.84 15
4 0.44 0.58 0.50 12
5 0.75 0.60 0.67 20
6 0.25 0.19 0.22 21
7 0.38 0.46 0.41 13
8 0.69 0.69 0.69 16
9 0.75 0.63 0.69 19
10 0.31 0.31 0.31 16
11 0.69 0.55 0.61 20
12 0.31 0.45 0.37 11
13 0.62 0.50 0.56 20
14 0.38 0.86 0.52 7
15 0.31 0.31 0.31 16
16 0.44 0.37 0.40 19
17 0.94 0.83 0.88 18
accuracy 0.52 272
macro avg 0.52 0.54 0.52 272
weighted avg 0.54 0.52 0.52 272
from sklearn.metrics import confusion_matrix
print('CONFUSION MATRIX \n\n',confusion_matrix(Y_PRED,Y_TEST_2D))
CONFUSION MATRIX [[ 6 0 0 1 0 1 2 0 0 0 0 0 0 1 3 0 0] [ 0 7 2 0 0 0 0 0 1 2 0 2 1 0 0 0 0] [ 1 0 13 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 2 0 0 7 0 0 0 0 0 0 0 0 2 0 0 0 1] [ 1 0 0 3 12 0 4 0 0 0 0 0 0 0 0 0 0] [ 2 1 0 1 1 4 1 0 0 2 1 0 0 2 5 1 0] [ 2 0 0 1 2 0 6 0 0 1 0 0 1 0 0 0 0] [ 0 1 0 0 0 1 0 11 2 1 0 0 0 0 0 0 0] [ 0 1 1 0 0 0 0 1 12 1 0 0 0 1 0 2 0] [ 1 0 0 0 0 2 1 1 0 5 3 0 0 1 2 0 0] [ 0 3 0 0 0 0 0 0 0 1 11 1 1 0 0 3 0] [ 0 1 0 0 0 0 0 0 0 1 1 5 1 0 1 1 0] [ 0 1 0 0 0 0 0 3 0 1 0 3 10 1 0 1 0] [ 0 0 0 0 0 1 0 0 0 0 0 0 0 6 0 0 0] [ 0 0 0 1 1 5 2 0 0 0 0 0 0 1 5 1 0] [ 0 1 0 0 0 2 0 0 1 1 0 4 0 3 0 7 0] [ 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 15]]
X_TRAIN.shape, Y_TRAIN.shape
((1088, 224, 224, 3), (1088, 17))
from tensorflow.keras.layers import InputLayer
NN_MODEL = Sequential()
NN_MODEL.add(InputLayer(input_shape=(224, 224, 3)))
NN_MODEL.add(Flatten())
NN_MODEL.add(BatchNormalization())
NN_MODEL.add(Dense(1024, activation='relu'))
NN_MODEL.add(Dropout(0.2))
NN_MODEL.add(BatchNormalization())
NN_MODEL.add(Dense(512, activation='relu'))
NN_MODEL.add(Dropout(0.2))
NN_MODEL.add(BatchNormalization())
NN_MODEL.add(Dense(256, activation='relu'))
NN_MODEL.add(Dropout(0.2))
NN_MODEL.add(BatchNormalization())
NN_MODEL.add(Dense(17, activation = "softmax"))
NN_MODEL.compile(optimizer = Adam(learning_rate=0.000001), loss='categorical_crossentropy', metrics=['accuracy'])
NN_MODEL.summary()
Model: "sequential_2"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
flatten_2 (Flatten) (None, 150528) 0
batch_normalization_8 (Batc (None, 150528) 602112
hNormalization)
dense_8 (Dense) (None, 1024) 154141696
dropout_6 (Dropout) (None, 1024) 0
batch_normalization_9 (Batc (None, 1024) 4096
hNormalization)
dense_9 (Dense) (None, 512) 524800
dropout_7 (Dropout) (None, 512) 0
batch_normalization_10 (Bat (None, 512) 2048
chNormalization)
dense_10 (Dense) (None, 256) 131328
dropout_8 (Dropout) (None, 256) 0
batch_normalization_11 (Bat (None, 256) 1024
chNormalization)
dense_11 (Dense) (None, 17) 4369
=================================================================
Total params: 155,411,473
Trainable params: 155,106,833
Non-trainable params: 304,640
_________________________________________________________________
HISTORY = NN_MODEL.fit(X_TRAIN, Y_TRAIN, validation_data=(X_TEST,Y_TEST),batch_size = 272, epochs = 17, verbose = 1)
Train on 1088 samples, validate on 272 samples Epoch 1/17 1088/1088 [==============================] - 44s 40ms/sample - loss: 3.5763 - acc: 0.0579 - val_loss: 2.8334 - val_acc: 0.0772 Epoch 2/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 3.3208 - acc: 0.0983 - val_loss: 2.8339 - val_acc: 0.0662 Epoch 3/17 1088/1088 [==============================] - 45s 42ms/sample - loss: 3.0561 - acc: 0.1324 - val_loss: 2.8348 - val_acc: 0.0772 Epoch 4/17 1088/1088 [==============================] - 43s 39ms/sample - loss: 2.8407 - acc: 0.1719 - val_loss: 2.8361 - val_acc: 0.0515 Epoch 5/17 1088/1088 [==============================] - 44s 40ms/sample - loss: 2.7022 - acc: 0.1994 - val_loss: 2.8377 - val_acc: 0.0588 Epoch 6/17 1088/1088 [==============================] - 46s 42ms/sample - loss: 2.6029 - acc: 0.2059 - val_loss: 2.8394 - val_acc: 0.0588 Epoch 7/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 2.5013 - acc: 0.2436 - val_loss: 2.8416 - val_acc: 0.0588 Epoch 8/17 1088/1088 [==============================] - 44s 41ms/sample - loss: 2.3165 - acc: 0.2822 - val_loss: 2.8440 - val_acc: 0.0588 Epoch 9/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 2.3131 - acc: 0.2601 - val_loss: 2.8466 - val_acc: 0.0588 Epoch 10/17 1088/1088 [==============================] - 43s 39ms/sample - loss: 2.2006 - acc: 0.3281 - val_loss: 2.8495 - val_acc: 0.0588 Epoch 11/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 2.0720 - acc: 0.3529 - val_loss: 2.8525 - val_acc: 0.0588 Epoch 12/17 1088/1088 [==============================] - 42s 39ms/sample - loss: 2.0442 - acc: 0.3658 - val_loss: 2.8556 - val_acc: 0.0588 Epoch 13/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 1.9397 - acc: 0.4081 - val_loss: 2.8589 - val_acc: 0.0588 Epoch 14/17 1088/1088 [==============================] - 46s 42ms/sample - loss: 1.9257 - acc: 0.3722 - val_loss: 2.8624 - val_acc: 0.0588 Epoch 15/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 1.8154 - acc: 0.4164 - val_loss: 2.8661 - val_acc: 0.0588 Epoch 16/17 1088/1088 [==============================] - 43s 39ms/sample - loss: 1.7668 - acc: 0.4504 - val_loss: 2.8697 - val_acc: 0.0588 Epoch 17/17 1088/1088 [==============================] - 43s 40ms/sample - loss: 1.7228 - acc: 0.4449 - val_loss: 2.8734 - val_acc: 0.0588
from sklearn import metrics
MODEL_DF = pd.DataFrame.from_dict(HISTORY.history)
Y_PRED = NN_MODEL.predict(X_TEST)
print('MODEL SCORE: ', metrics.r2_score(Y_TEST,Y_PRED))
print('\n\n',MODEL_DF.sort_values('acc',ascending = False).head())
C:\ProgramData\Anaconda3\lib\site-packages\keras\engine\training_v1.py:2067: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically. updates=self.state_updates,
MODEL SCORE: -0.004874309945255695
loss acc val_loss val_acc
15 1.766774 0.450368 2.869723 0.058824
16 1.722823 0.444853 2.873378 0.058824
14 1.815388 0.416360 2.866096 0.058824
12 1.939659 0.408088 2.858949 0.058824
13 1.925698 0.372243 2.862440 0.058824
from keras.layers import MaxPool2D
from keras.optimizers import RMSprop
CNN_MODEL = Sequential()
CNN_MODEL.add(Conv2D(filters = 32, kernel_size = (5,5),padding = 'Same',
activation ='relu', batch_input_shape = (None,224, 224, 3)))
CNN_MODEL.add(Conv2D(filters = 32, kernel_size = (5,5),padding = 'Same',
activation ='relu'))
CNN_MODEL.add(MaxPool2D(pool_size=(2,2)))
CNN_MODEL.add(Dropout(0.2))
CNN_MODEL.add(Conv2D(filters = 64, kernel_size = (3,3),padding = 'Same',
activation ='relu'))
CNN_MODEL.add(Conv2D(filters = 64, kernel_size = (3,3),padding = 'same',
activation ='relu'))
CNN_MODEL.add(MaxPool2D(pool_size=(2,2), strides=(2,2)))
CNN_MODEL.add(Dropout(0.3))
CNN_MODEL.add(Conv2D(filters = 128, kernel_size = (3,3),padding = 'Same',
activation ='relu'))
CNN_MODEL.add(Conv2D(filters = 128, kernel_size = (3,3),padding = 'Same',
activation ='relu'))
CNN_MODEL.add(MaxPool2D(pool_size=(2,2), strides=(2,2)))
CNN_MODEL.add(Dropout(0.4))
CNN_MODEL.add(GlobalMaxPooling2D())
CNN_MODEL.add(Dense(256, activation = "relu"))
CNN_MODEL.add(Dropout(0.5))
CNN_MODEL.add(Dense(17, activation = "softmax"))
OPT = RMSprop(learning_rate=0.001, rho=0.9, epsilon=1e-08, decay=0.0)
CNN_MODEL.compile(optimizer = OPT, loss = 'categorical_crossentropy', metrics = ['accuracy'])
CNN_MODEL.summary()
Model: "sequential_4"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_6 (Conv2D) (None, 224, 224, 32) 2432
conv2d_7 (Conv2D) (None, 224, 224, 32) 25632
max_pooling2d_3 (MaxPooling (None, 112, 112, 32) 0
2D)
dropout_13 (Dropout) (None, 112, 112, 32) 0
conv2d_8 (Conv2D) (None, 112, 112, 64) 18496
conv2d_9 (Conv2D) (None, 112, 112, 64) 36928
max_pooling2d_4 (MaxPooling (None, 56, 56, 64) 0
2D)
dropout_14 (Dropout) (None, 56, 56, 64) 0
conv2d_10 (Conv2D) (None, 56, 56, 128) 73856
conv2d_11 (Conv2D) (None, 56, 56, 128) 147584
max_pooling2d_5 (MaxPooling (None, 28, 28, 128) 0
2D)
dropout_15 (Dropout) (None, 28, 28, 128) 0
global_max_pooling2d_1 (Glo (None, 128) 0
balMaxPooling2D)
dense_14 (Dense) (None, 256) 33024
dropout_16 (Dropout) (None, 256) 0
dense_15 (Dense) (None, 17) 4369
=================================================================
Total params: 342,321
Trainable params: 342,321
Non-trainable params: 0
_________________________________________________________________
CNN_HISTORY = CNN_MODEL.fit(X_TRAIN, Y_TRAIN, epochs = 20, validation_data = (X_TEST,Y_TEST), batch_size = 136)
Train on 1088 samples, validate on 272 samples Epoch 1/20 1088/1088 [==============================] - ETA: 0s - loss: 2.8351 - acc: 0.0441
C:\ProgramData\Anaconda3\lib\site-packages\keras\engine\training_v1.py:2045: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically. updates = self.state_updates
1088/1088 [==============================] - 782s 718ms/sample - loss: 2.8351 - acc: 0.0441 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 2/20 1088/1088 [==============================] - 783s 719ms/sample - loss: 2.8340 - acc: 0.0515 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 3/20 1088/1088 [==============================] - 779s 716ms/sample - loss: 2.8336 - acc: 0.0515 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 4/20 1088/1088 [==============================] - 775s 713ms/sample - loss: 2.8340 - acc: 0.0662 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 5/20 1088/1088 [==============================] - 778s 715ms/sample - loss: 2.8335 - acc: 0.0533 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 6/20 1088/1088 [==============================] - 772s 709ms/sample - loss: 2.8339 - acc: 0.0570 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 7/20 1088/1088 [==============================] - 780s 717ms/sample - loss: 2.8336 - acc: 0.0478 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 8/20 1088/1088 [==============================] - 1578s 1s/sample - loss: 2.8334 - acc: 0.0579 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 9/20 1088/1088 [==============================] - 954s 877ms/sample - loss: 2.8337 - acc: 0.0570 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 10/20 1088/1088 [==============================] - 921s 846ms/sample - loss: 2.8335 - acc: 0.0607 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 11/20 1088/1088 [==============================] - 924s 849ms/sample - loss: 2.8338 - acc: 0.0460 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 12/20 1088/1088 [==============================] - 932s 856ms/sample - loss: 2.8339 - acc: 0.0542 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 13/20 1088/1088 [==============================] - 929s 854ms/sample - loss: 2.8335 - acc: 0.0588 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 14/20 1088/1088 [==============================] - 927s 852ms/sample - loss: 2.8336 - acc: 0.0496 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 15/20 1088/1088 [==============================] - 932s 857ms/sample - loss: 2.8335 - acc: 0.0506 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 16/20 1088/1088 [==============================] - 928s 853ms/sample - loss: 2.8336 - acc: 0.0450 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 17/20 1088/1088 [==============================] - 918s 844ms/sample - loss: 2.8332 - acc: 0.0570 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 18/20 1088/1088 [==============================] - 827s 760ms/sample - loss: 2.8336 - acc: 0.0570 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 19/20 1088/1088 [==============================] - 779s 716ms/sample - loss: 2.8337 - acc: 0.0441 - val_loss: 2.8332 - val_acc: 0.0588 Epoch 20/20 1088/1088 [==============================] - 770s 708ms/sample - loss: 2.8337 - acc: 0.0506 - val_loss: 2.8332 - val_acc: 0.0588
CNN_LOSS, CNN_ACCURACY = CNN_MODEL.evaluate(X_TEST, Y_TEST, verbose=1)
print('TEST LOSS:', CNN_LOSS)
print('TEST ACCURACY:', CNN_ACCURACY)
TEST LOSS: 2.833217775120455 TEST ACCURACY: 0.05882353
ACCURACY = CNN_HISTORY.history['acc']
VAL_ACCURACY = CNN_HISTORY.history['val_acc']
LOSS = CNN_HISTORY.history['loss']
VAL_LOSS = CNN_HISTORY.history['val_loss']
EPOCHS_RANGE = np.arange(1,21,1)
plt.figure(figsize=(15, 15))
plt.subplot(2, 2, 1)
plt.plot(EPOCHS_RANGE, ACCURACY, label='TRAINING ACCURACY')
plt.plot(EPOCHS_RANGE, VAL_ACCURACY, label='VALIDATION ACCURACY')
plt.legend(loc='lower right')
plt.title('TRAINING AND VALIDATION ACCURACY')
plt.subplot(2, 2, 2)
plt.plot(EPOCHS_RANGE, LOSS, label='TRAINING LOSS')
plt.plot(EPOCHS_RANGE, VAL_LOSS, label='VALIDATION LOSS')
plt.legend(loc='upper right')
plt.title('TRAINING AND VALIDATION LOSS')
plt.show()
file_name = "Prediction.jpg"
PRED_IMG = cv2.imread(file_name)
PRED_IMG = np.expand_dims(PRED_IMG, axis=0)
PREDICTION = (CNN_MODEL.predict(PRED_IMG)>0.5).astype("int32")
C:\ProgramData\Anaconda3\lib\site-packages\keras\engine\training_v1.py:2067: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically. updates=self.state_updates,
CLASS_PREDICTED = binatointeger(PREDICTION[0])
print('CLASS / LABEL OF THE INPUT PREDICT IMAGE: ', CLASS_PREDICTED)
CLASS / LABEL OF THE INPUT PREDICT IMAGE: 12
****** END OF COMPUTER VISION ASSESSMENT SOLUTION ******